Class: Bias

A form of AI bias - a deviation that may be perpetuated or

amplified by AI systems. NIST identifies three major categories:

systemic, computational/statistical, and human-cognitive

(Part 1 §3.7; NIST SP 1270).

 classDiagram
    class Bias
    click Bias href "../Bias/"
      NamedThing <|-- Bias
        click NamedThing href "../NamedThing/"

      Bias : bias_category





        Bias --> "*" BiasCategoryEnum : bias_category
        click BiasCategoryEnum href "../BiasCategoryEnum/"



      Bias : description

      Bias : id

      Bias : name

      Bias : see_also

      Bias : title

Inheritance

NamedThing
- Bias

Slots

Name	Cardinality and Range	Description	Inheritance
bias_category	* BiasCategoryEnum	Category or categories of bias addressed	direct
id	1 Uriorcurie	A unique identifier for an element	NamedThing
name	0..1 String	A short human-readable name	NamedThing
title	0..1 String	A human-readable title	NamedThing
description	0..1 String	A human-readable description	NamedThing
see_also	* Uriorcurie	Related references	NamedThing

In Subsets

Trustworthiness

Identifier and Mapping Information

Schema Source

from schema: https://w3id.org/lmodel/nist-ai-rmf

Mappings

Mapping Type	Mapped Value
self	nist_ai_rmf:Bias
native	nist_ai_rmf:Bias
related	iso29100:PrivacyPrinciple

LinkML Source

Direct

name: Bias
description: 'A form of AI bias - a deviation that may be perpetuated or

  amplified by AI systems. NIST identifies three major categories:

  systemic, computational/statistical, and human-cognitive

  (Part 1 §3.7; NIST SP 1270).'
in_subset:
- trustworthiness
from_schema: https://w3id.org/lmodel/nist-ai-rmf
related_mappings:
- iso29100:PrivacyPrinciple
is_a: NamedThing
slots:
- bias_category

Induced

name: Bias
description: 'A form of AI bias - a deviation that may be perpetuated or

  amplified by AI systems. NIST identifies three major categories:

  systemic, computational/statistical, and human-cognitive

  (Part 1 §3.7; NIST SP 1270).'
in_subset:
- trustworthiness
from_schema: https://w3id.org/lmodel/nist-ai-rmf
related_mappings:
- iso29100:PrivacyPrinciple
is_a: NamedThing
attributes:
  bias_category:
    name: bias_category
    description: Category or categories of bias addressed.
    in_subset:
    - trustworthiness
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    owner: Bias
    domain_of:
    - Bias
    range: BiasCategoryEnum
    multivalued: true
  id:
    name: id
    description: A unique identifier for an element.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    owner: Bias
    domain_of:
    - NamedThing
    range: uriorcurie
    required: true
  name:
    name: name
    description: A short human-readable name.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: rdfs:label
    owner: Bias
    domain_of:
    - NamedThing
    range: string
  title:
    name: title
    description: A human-readable title.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: dcterms:title
    owner: Bias
    domain_of:
    - NamedThing
    - PlaybookEntry
    range: string
  description:
    name: description
    description: A human-readable description.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: dcterms:description
    owner: Bias
    domain_of:
    - NamedThing
    - PlaybookEntry
    range: string
  see_also:
    name: see_also
    description: Related references.
    in_subset:
    - core
    from_schema: https://w3id.org/lmodel/nist-ai-rmf
    rank: 1000
    slot_uri: rdfs:seeAlso
    owner: Bias
    domain_of:
    - NamedThing
    range: uriorcurie
    multivalued: true